Meteorological Data Report

Dataset statistics

Number of variables	32
Number of observations	85116
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	5147
Duplicate rows (%)	6.0%
Total size in memory	20.8 MiB
Average record size in memory	256.0 B

Variable types

NUM	27
CAT	4
DATE	1

Warnings

Dataset has 5147 (6.0%) duplicate rows	Duplicates
`PUNTO_MUESTREO` has a high cardinality: 100 distinct values	High cardinality
`H02` is highly correlated with `H01` and 14 other fields	High correlation
`H01` is highly correlated with `H02` and 14 other fields	High correlation
`H03` is highly correlated with `H01` and 14 other fields	High correlation
`H04` is highly correlated with `H01` and 14 other fields	High correlation
`H05` is highly correlated with `H01` and 14 other fields	High correlation
`H06` is highly correlated with `H01` and 14 other fields	High correlation
`H07` is highly correlated with `H01` and 14 other fields	High correlation
`H08` is highly correlated with `H01` and 14 other fields	High correlation
`H09` is highly correlated with `H01` and 16 other fields	High correlation
`H10` is highly correlated with `H01` and 22 other fields	High correlation
`H11` is highly correlated with `H09` and 10 other fields	High correlation
`H12` is highly correlated with `H10` and 8 other fields	High correlation
`H13` is highly correlated with `H10` and 7 other fields	High correlation
`H14` is highly correlated with `H10` and 7 other fields	High correlation
`H15` is highly correlated with `H10` and 7 other fields	High correlation
`H16` is highly correlated with `H10` and 8 other fields	High correlation
`H17` is highly correlated with `H10` and 9 other fields	High correlation
`H18` is highly correlated with `H09` and 11 other fields	High correlation
`H19` is highly correlated with `H01` and 19 other fields	High correlation
`H20` is highly correlated with `H01` and 17 other fields	High correlation
`H21` is highly correlated with `H01` and 15 other fields	High correlation
`H22` is highly correlated with `H01` and 14 other fields	High correlation
`H23` is highly correlated with `H01` and 14 other fields	High correlation
`H24` is highly correlated with `H01` and 14 other fields	High correlation
`PUNTO_MUESTREO` is highly correlated with `MAGNITUD` and 1 other fields	High correlation
`MAGNITUD` is highly correlated with `PUNTO_MUESTREO`	High correlation
`CALLE` is highly correlated with `PUNTO_MUESTREO`	High correlation
`H01` has 13537 (15.9%) zeros	Zeros
`H02` has 13547 (15.9%) zeros	Zeros
`H03` has 13586 (16.0%) zeros	Zeros
`H04` has 13593 (16.0%) zeros	Zeros
`H05` has 13636 (16.0%) zeros	Zeros
`H06` has 13622 (16.0%) zeros	Zeros
`H07` has 12823 (15.1%) zeros	Zeros
`H08` has 10868 (12.8%) zeros	Zeros
`H09` has 9345 (11.0%) zeros	Zeros
`H10` has 9106 (10.7%) zeros	Zeros
`H11` has 9067 (10.7%) zeros	Zeros
`H12` has 9056 (10.6%) zeros	Zeros
`H13` has 9043 (10.6%) zeros	Zeros
`H14` has 9036 (10.6%) zeros	Zeros
`H15` has 9019 (10.6%) zeros	Zeros
`H16` has 8958 (10.5%) zeros	Zeros
`H17` has 8944 (10.5%) zeros	Zeros
`H18` has 8971 (10.5%) zeros	Zeros
`H19` has 9638 (11.3%) zeros	Zeros
`H20` has 10515 (12.4%) zeros	Zeros
`H21` has 11299 (13.3%) zeros	Zeros
`H22` has 12549 (14.7%) zeros	Zeros
`H23` has 13518 (15.9%) zeros	Zeros
`H24` has 13509 (15.9%) zeros	Zeros

Reproduction

Analysis started	2021-11-23 18:58:20.543428
Analysis finished	2021-11-23 19:01:29.657460
Duration	3 minutes and 9.11 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

ESTACION
Real number (ℝ_≥0)

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	77.25984539
Minimum	4
Maximum	115
Zeros	0
Zeros (%)	0.0%
Memory size	665.0 KiB

Quantile statistics

Minimum	4
5-th percentile	18
Q1	54
median	102
Q3	107
95-th percentile	113
Maximum	115
Range	111
Interquartile range (IQR)	53

Descriptive statistics

Standard deviation	34.29314932
Coefficient of variation (CV)	0.4438676929
Kurtosis	-1.275209989
Mean	77.25984539
Median Absolute Deviation (MAD)	11
Skewness	-0.4993198558
Sum	6576049
Variance	1176.02009
Monotocity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
102	6966	8.2%
59	6854	8.1%
103	6794	8.0%
106	6491	7.6%
24	6481	7.6%
107	6116	7.2%
54	6098	7.2%
108	5373	6.3%
56	5311	6.2%
104	2343	2.8%
Other values (16)	26289	30.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4	850	1.0%
8	1654	1.9%
16	994	1.2%
18	878	1.0%
24	6481	7.6%

Value	Count	Frequency (%)
115	1872	2.2%
114	1596	1.9%
113	1918	2.3%
112	1950	2.3%
111	1344	1.6%

MAGNITUD
Categorical

HIGH CORRELATION

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	665.0 KiB

Relative Humidity(%)	21174
Temperature(ºC)	20919
Precipitation(l/m^2)	9313
Wind Velocity(m/s)	9301
Wind Direction	9269
Other values (3)	15140

Frequencies
Length

Value	Count	Frequency (%)
Relative Humidity(%)	21174	24.9%
Temperature(ºC)	20919	24.6%
Precipitation(l/m^2)	9313	10.9%
Wind Velocity(m/s)	9301	10.9%
Wind Direction	9269	10.9%
Solar Radiation(W/m^2)	7488	8.8%
Barometric Pressure(mb)	7251	8.5%
UV Radiation(mW/m^2)	401	0.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	23
Median length	20
Mean length	18.33072513
Min length	14

PUNTO_MUESTREO
Categorical

HIGH CARDINALITY
HIGH CORRELATION

Distinct	100
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	665.0 KiB

28079102_86_98	997
28079102_88_98	997
28079102_83_98	997
28079102_81_98	997
28079102_82_98	997
Other values (95)	80131

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
28079102_86_98	997	1.2%
28079102_88_98	997	1.2%
28079102_83_98	997	1.2%
28079102_81_98	997	1.2%
28079102_82_98	997	1.2%
28079054_82_98	995	1.2%
28079102_89_98	995	1.2%
28079054_81_98	995	1.2%
28079016_86_98	994	1.2%
28079054_83_98	994	1.2%
Other values (90)	75158	88.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	14
Median length	14
Mean length	14
Min length	14

ANO
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	665.0 KiB

2019	32612
2020	30943
2021	21561

Frequencies
Length

Value	Count	Frequency (%)
2019	32612	38.3%
2020	30943	36.4%
2021	21561	25.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	4
Mean length	4
Min length	4

MES
Real number (ℝ_≥0)

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.93646318
Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Memory size	665.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.197584695
Coefficient of variation (CV)	0.5386346378
Kurtosis	-1.035185623
Mean	5.93646318
Median Absolute Deviation (MAD)	3
Skewness	0.09862280425
Sum	505288
Variance	10.22454788
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
9	12447	14.6%
1	8301	9.8%
5	8081	9.5%
3	7920	9.3%
4	7781	9.1%
8	7653	9.0%
2	7610	8.9%
7	7273	8.5%
6	7247	8.5%
12	5404	6.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	8301	9.8%
2	7610	8.9%
3	7920	9.3%
4	7781	9.1%
5	8081	9.5%

Value	Count	Frequency (%)
12	5404	6.3%
10	5399	6.3%
9	12447	14.6%
8	7653	9.0%
7	7273	8.5%

DIA
Real number (ℝ_≥0)

Distinct	31
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.67207106
Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Memory size	665.0 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	16
Q3	23
95-th percentile	29
Maximum	31
Range	30
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.74661546
Coefficient of variation (CV)	0.5581020803
Kurtosis	-1.180626213
Mean	15.67207106
Median Absolute Deviation (MAD)	8
Skewness	0.009673413372
Sum	1333944
Variance	76.503282
Monotocity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
15	2860	3.4%
17	2859	3.4%
19	2851	3.3%
20	2849	3.3%
16	2846	3.3%
9	2844	3.3%
23	2837	3.3%
14	2834	3.3%
11	2832	3.3%
10	2824	3.3%
Other values (21)	56680	66.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2799	3.3%
2	2784	3.3%
3	2794	3.3%
4	2764	3.2%
5	2780	3.3%

Value	Count	Frequency (%)
31	1526	1.8%
30	2553	3.0%
29	2462	2.9%
28	2688	3.2%
27	2751	3.2%

H01
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1214
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	113.9855343
Minimum	-12.2
Maximum	964
Zeros	13537
Zeros (%)	15.9%
Memory size	665.0 KiB

Quantile statistics

Minimum	-12.2
5-th percentile	0
Q1	1
median	19.6
Q3	64
95-th percentile	943
Maximum	964
Range	976.2
Interquartile range (IQR)	63

Descriptive statistics

Standard deviation	259.8324512
Coefficient of variation (CV)	2.279521281
Kurtosis	5.931314054
Mean	113.9855343
Median Absolute Deviation (MAD)	19.6
Skewness	2.749579535
Sum	9701992.74
Variance	67512.90269
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13537	15.9%
1	2593	3.0%
3	1161	1.4%
36	460	0.5%
941	444	0.5%
942	442	0.5%
940	440	0.5%
31	431	0.5%
43	429	0.5%
947	428	0.5%
Other values (1204)	64751	76.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-12.2	1	< 0.1%
-12.1	1	< 0.1%
-9.8	1	< 0.1%
-9.6	1	< 0.1%
-9.5	1	< 0.1%

Value	Count	Frequency (%)
964	1	< 0.1%
963	2	< 0.1%
962	5	< 0.1%
961	11	< 0.1%
960	44	0.1%

H02
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1212
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	113.785015
Minimum	-13.1
Maximum	964
Zeros	13547
Zeros (%)	15.9%
Memory size	665.0 KiB

Quantile statistics

Minimum	-13.1
5-th percentile	0
Q1	1
median	19
Q3	66
95-th percentile	943
Maximum	964
Range	977.1
Interquartile range (IQR)	65

Descriptive statistics

Standard deviation	259.711522
Coefficient of variation (CV)	2.282475613
Kurtosis	5.957161453
Mean	113.785015
Median Absolute Deviation (MAD)	19
Skewness	2.755593622
Sum	9684925.34
Variance	67450.07464
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13547	15.9%
1	2592	3.0%
3	1157	1.4%
942	439	0.5%
940	437	0.5%
947	436	0.5%
941	432	0.5%
43	425	0.5%
59	424	0.5%
948	420	0.5%
Other values (1202)	64807	76.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-13.1	1	< 0.1%
-12.9	1	< 0.1%
-10.5	1	< 0.1%
-10.3	2	< 0.1%
-10.2	2	< 0.1%

Value	Count	Frequency (%)
964	1	< 0.1%
963	2	< 0.1%
962	5	< 0.1%
961	11	< 0.1%
960	40	< 0.1%

H03
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1193
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	113.6675266
Minimum	-14.2
Maximum	963
Zeros	13586
Zeros (%)	16.0%
Memory size	665.0 KiB

Quantile statistics

Minimum	-14.2
5-th percentile	0
Q1	1
median	18.3
Q3	67
95-th percentile	943
Maximum	963
Range	977.2
Interquartile range (IQR)	66

Descriptive statistics

Standard deviation	259.5492299
Coefficient of variation (CV)	2.283407036
Kurtosis	5.981133997
Mean	113.6675266
Median Absolute Deviation (MAD)	18.3
Skewness	2.760881496
Sum	9674925.19
Variance	67365.80273
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13586	16.0%
1	2601	3.1%
3	1190	1.4%
942	450	0.5%
940	438	0.5%
62	433	0.5%
948	423	0.5%
941	421	0.5%
947	418	0.5%
43	411	0.5%
Other values (1183)	64745	76.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-14.2	1	< 0.1%
-13.9	1	< 0.1%
-11.2	1	< 0.1%
-11.1	1	< 0.1%
-10.8	1	< 0.1%

Value	Count	Frequency (%)
963	2	< 0.1%
962	5	< 0.1%
961	8	< 0.1%
960	40	< 0.1%
959	58	0.1%

H04
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1180
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	113.7946767
Minimum	-15.2
Maximum	963
Zeros	13593
Zeros (%)	16.0%
Memory size	665.0 KiB

Quantile statistics

Minimum	-15.2
5-th percentile	0
Q1	1
median	17.8
Q3	68
95-th percentile	943
Maximum	963
Range	978.2
Interquartile range (IQR)	67

Descriptive statistics

Standard deviation	259.4560609
Coefficient of variation (CV)	2.280036892
Kurtosis	5.984348155
Mean	113.7946767
Median Absolute Deviation (MAD)	17.8
Skewness	2.761279366
Sum	9685747.7
Variance	67317.44753
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13593	16.0%
1	2653	3.1%
3	1171	1.4%
942	442	0.5%
940	436	0.5%
948	433	0.5%
941	429	0.5%
946	421	0.5%
47	419	0.5%
56	418	0.5%
Other values (1170)	64701	76.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-15.2	1	< 0.1%
-14.7	1	< 0.1%
-12	1	< 0.1%
-11.8	1	< 0.1%
-11.3	1	< 0.1%

Value	Count	Frequency (%)
963	1	< 0.1%
962	5	< 0.1%
961	13	< 0.1%
960	38	< 0.1%
959	53	0.1%

H05
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1178
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	113.7600246
Minimum	-16
Maximum	962
Zeros	13636
Zeros (%)	16.0%
Memory size	665.0 KiB

Quantile statistics

Minimum	-16
5-th percentile	0
Q1	1
median	17.1
Q3	69
95-th percentile	943
Maximum	962
Range	978
Interquartile range (IQR)	68

Descriptive statistics

Standard deviation	259.4079798
Coefficient of variation (CV)	2.280308754
Kurtosis	5.989167861
Mean	113.7600246
Median Absolute Deviation (MAD)	17.1
Skewness	2.762372839
Sum	9682798.25
Variance	67292.49999
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13636	16.0%
1	2652	3.1%
3	1161	1.4%
59	452	0.5%
67	449	0.5%
942	443	0.5%
948	441	0.5%
48	441	0.5%
940	432	0.5%
60	432	0.5%
Other values (1168)	64577	75.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-16	1	< 0.1%
-15.4	1	< 0.1%
-12.6	1	< 0.1%
-12.2	1	< 0.1%
-11.8	1	< 0.1%

Value	Count	Frequency (%)
962	6	< 0.1%
961	9	< 0.1%
960	33	< 0.1%
959	51	0.1%
958	71	0.1%

H06
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1164
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	113.9954548
Minimum	-16.5
Maximum	962
Zeros	13622
Zeros (%)	16.0%
Memory size	665.0 KiB

Quantile statistics

Minimum	-16.5
5-th percentile	0
Q1	1
median	16.7
Q3	71
95-th percentile	943
Maximum	962
Range	978.5
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	259.4049898
Coefficient of variation (CV)	2.275573094
Kurtosis	5.978166492
Mean	113.9954548
Median Absolute Deviation (MAD)	16.7
Skewness	2.759574225
Sum	9702837.13
Variance	67290.94872
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13622	16.0%
1	2641	3.1%
3	1213	1.4%
62	469	0.6%
54	461	0.5%
59	452	0.5%
940	442	0.5%
942	442	0.5%
948	439	0.5%
946	434	0.5%
Other values (1154)	64501	75.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-16.5	1	< 0.1%
-16	1	< 0.1%
-13.3	1	< 0.1%
-12.8	1	< 0.1%
-12.1	1	< 0.1%

Value	Count	Frequency (%)
962	6	< 0.1%
961	8	< 0.1%
960	30	< 0.1%
959	52	0.1%
958	68	0.1%

H07
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1156
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	114.3370246
Minimum	-16.8
Maximum	966
Zeros	12823
Zeros (%)	15.1%
Memory size	665.0 KiB

Quantile statistics

Minimum	-16.8
5-th percentile	0
Q1	1
median	16.2
Q3	72
95-th percentile	943
Maximum	966
Range	982.8
Interquartile range (IQR)	71

Descriptive statistics

Standard deviation	259.415665
Coefficient of variation (CV)	2.268868425
Kurtosis	5.965962636
Mean	114.3370246
Median Absolute Deviation (MAD)	16.2
Skewness	2.756368304
Sum	9731910.19
Variance	67296.48726
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12823	15.1%
1	2802	3.3%
3	1245	1.5%
2	497	0.6%
62	473	0.6%
54	443	0.5%
65	441	0.5%
67	438	0.5%
942	437	0.5%
53	436	0.5%
Other values (1146)	65081	76.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-16.8	1	< 0.1%
-16.4	1	< 0.1%
-14	1	< 0.1%
-13.3	1	< 0.1%
-12.4	1	< 0.1%

Value	Count	Frequency (%)
966	1	< 0.1%
962	5	< 0.1%
961	12	< 0.1%
960	30	< 0.1%
959	53	0.1%

H08
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1146
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	115.8759859
Minimum	-17
Maximum	962
Zeros	10868
Zeros (%)	12.8%
Memory size	665.0 KiB

Quantile statistics

Minimum	-17
5-th percentile	0
Q1	1.3
median	18.3
Q3	74
95-th percentile	943
Maximum	962
Range	979
Interquartile range (IQR)	72.7

Descriptive statistics

Standard deviation	258.9126736
Coefficient of variation (CV)	2.234394568
Kurtosis	5.977721049
Mean	115.8759859
Median Absolute Deviation (MAD)	18.3
Skewness	2.758382503
Sum	9862900.42
Variance	67035.77256
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10868	12.8%
1	1774	2.1%
3	821	1.0%
59	514	0.6%
53	489	0.6%
62	479	0.6%
67	475	0.6%
2	473	0.6%
61	467	0.5%
68	454	0.5%
Other values (1136)	68302	80.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-17	1	< 0.1%
-16.4	1	< 0.1%
-14.5	1	< 0.1%
-13.5	1	< 0.1%
-12.8	1	< 0.1%

Value	Count	Frequency (%)
962	5	< 0.1%
961	13	< 0.1%
960	37	< 0.1%
959	55	0.1%
958	67	0.1%

H09
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1182
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	122.2208835
Minimum	-16.8
Maximum	963
Zeros	9345
Zeros (%)	11.0%
Memory size	665.0 KiB

Quantile statistics

Minimum	-16.8
5-th percentile	0
Q1	3
median	23
Q3	80
95-th percentile	944
Maximum	963
Range	979.8
Interquartile range (IQR)	77

Descriptive statistics

Standard deviation	258.4882205
Coefficient of variation (CV)	2.114926788
Kurtosis	5.78148757
Mean	122.2208835
Median Absolute Deviation (MAD)	23
Skewness	2.707384322
Sum	10402952.72
Variance	66816.16015
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9345	11.0%
1	529	0.6%
67	510	0.6%
59	501	0.6%
48	500	0.6%
62	485	0.6%
53	483	0.6%
54	473	0.6%
70	455	0.5%
941	452	0.5%
Other values (1172)	71383	83.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-16.8	1	< 0.1%
-16.6	1	< 0.1%
-14.7	1	< 0.1%
-13.3	1	< 0.1%
-13	1	< 0.1%

Value	Count	Frequency (%)
963	1	< 0.1%
962	7	< 0.1%
961	20	< 0.1%
960	40	< 0.1%
959	62	0.1%

H10
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1388
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	133.4712653
Minimum	-14
Maximum	963
Zeros	9106
Zeros (%)	10.7%
Memory size	665.0 KiB

Quantile statistics

Minimum	-14
5-th percentile	0
Q1	4.48
median	28.7
Q3	83
95-th percentile	944
Maximum	963
Range	977
Interquartile range (IQR)	78.52

Descriptive statistics

Standard deviation	262.8700476
Coefficient of variation (CV)	1.969487942
Kurtosis	4.839097873
Mean	133.4712653
Median Absolute Deviation (MAD)	28.22
Skewness	2.497385927
Sum	11360540.22
Variance	69100.66194
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9106	10.7%
53	533	0.6%
48	529	0.6%
50	529	0.6%
44	518	0.6%
46	514	0.6%
49	512	0.6%
59	506	0.6%
54	503	0.6%
43	485	0.6%
Other values (1378)	71381	83.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-14	1	< 0.1%
-13.6	1	< 0.1%
-11.5	2	< 0.1%
-11.1	1	< 0.1%
-10.7	1	< 0.1%

Value	Count	Frequency (%)
963	4	< 0.1%
962	10	< 0.1%
961	30	< 0.1%
960	46	0.1%
959	62	0.1%

H11
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1576
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	146.7147251
Minimum	-55
Maximum	963
Zeros	9067
Zeros (%)	10.7%
Memory size	665.0 KiB

Quantile statistics

Minimum	-55
5-th percentile	0
Q1	6.2
median	30
Q3	84
95-th percentile	944
Maximum	963
Range	1018
Interquartile range (IQR)	77.8

Descriptive statistics

Standard deviation	274.6193143
Coefficient of variation (CV)	1.871791084
Kurtosis	3.432677928
Mean	146.7147251
Median Absolute Deviation (MAD)	29
Skewness	2.206320919
Sum	12487770.54
Variance	75415.76778
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9067	10.7%
44	600	0.7%
45	584	0.7%
43	575	0.7%
42	571	0.7%
47	560	0.7%
48	555	0.7%
46	544	0.6%
49	539	0.6%
40	521	0.6%
Other values (1566)	71000	83.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-55	1	< 0.1%
-30.2	1	< 0.1%
-25	1	< 0.1%
-24	1	< 0.1%
-8.7	1	< 0.1%

Value	Count	Frequency (%)
963	6	< 0.1%
962	15	< 0.1%
961	33	< 0.1%
960	40	< 0.1%
959	68	0.1%

H12
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1740
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	158.6176158
Minimum	-55
Maximum	965
Zeros	9056
Zeros (%)	10.6%
Memory size	665.0 KiB

Quantile statistics

Minimum	-55
5-th percentile	0
Q1	7.7
median	30.3
Q3	85
95-th percentile	944
Maximum	965
Range	1020
Interquartile range (IQR)	77.3

Descriptive statistics

Standard deviation	289.9087739
Coefficient of variation (CV)	1.827721167
Kurtosis	2.408176622
Mean	158.6176158
Median Absolute Deviation (MAD)	28.9
Skewness	2.000924758
Sum	13500896.99
Variance	84047.09718
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9056	10.6%
36	606	0.7%
39	602	0.7%
38	582	0.7%
43	579	0.7%
44	574	0.7%
47	571	0.7%
42	560	0.7%
40	551	0.6%
37	544	0.6%
Other values (1730)	70891	83.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-55	2	< 0.1%
-25	3	< 0.1%
-5.4	1	< 0.1%
-4.4	2	< 0.1%
-4.3	1	< 0.1%

Value	Count	Frequency (%)
965	1	< 0.1%
963	3	< 0.1%
962	18	< 0.1%
961	32	< 0.1%
960	39	< 0.1%

H13
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1805
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	166.9692197
Minimum	-55
Maximum	1040
Zeros	9043
Zeros (%)	10.6%
Memory size	665.0 KiB

Quantile statistics

Minimum	-55
5-th percentile	0
Q1	8.8
median	30
Q3	86
95-th percentile	944
Maximum	1040
Range	1095
Interquartile range (IQR)	77.2

Descriptive statistics

Standard deviation	302.8195051
Coefficient of variation (CV)	1.813624725
Kurtosis	1.951684057
Mean	166.9692197
Median Absolute Deviation (MAD)	28.35
Skewness	1.907716849
Sum	14211752.1
Variance	91699.6527
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9043	10.6%
32	691	0.8%
34	629	0.7%
35	614	0.7%
33	613	0.7%
39	609	0.7%
31	608	0.7%
30	595	0.7%
36	576	0.7%
41	570	0.7%
Other values (1795)	70568	82.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-55	1	< 0.1%
-39	1	< 0.1%
-25	2	< 0.1%
-23.4	1	< 0.1%
-10	1	< 0.1%

Value	Count	Frequency (%)
1040	1	< 0.1%
1039	1	< 0.1%
1013	1	< 0.1%
1011	1	< 0.1%
1009	2	< 0.1%

H14
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1905
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	171.2312925
Minimum	-55
Maximum	1062
Zeros	9036
Zeros (%)	10.6%
Memory size	665.0 KiB

Quantile statistics

Minimum	-55
5-th percentile	0
Q1	9.6
median	29
Q3	90
95-th percentile	946
Maximum	1062
Range	1117
Interquartile range (IQR)	80.4

Descriptive statistics

Standard deviation	309.6533738
Coefficient of variation (CV)	1.808392434
Kurtosis	1.821844382
Mean	171.2312925
Median Absolute Deviation (MAD)	27.15
Skewness	1.878045987
Sum	14574522.69
Variance	95885.21189
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9036	10.6%
30	715	0.8%
32	710	0.8%
28	705	0.8%
31	683	0.8%
29	679	0.8%
33	629	0.7%
26	628	0.7%
27	605	0.7%
35	602	0.7%
Other values (1895)	70124	82.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-55	1	< 0.1%
-44.8	1	< 0.1%
-25	1	< 0.1%
-16	1	< 0.1%
-3.8	1	< 0.1%

Value	Count	Frequency (%)
1062	1	< 0.1%
1061	1	< 0.1%
1058	1	< 0.1%
1055	1	< 0.1%
1054	1	< 0.1%

H15
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1920
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	170.7342211
Minimum	-55
Maximum	1126
Zeros	9019
Zeros (%)	10.6%
Memory size	665.0 KiB

Quantile statistics

Minimum	-55
5-th percentile	0
Q1	10
median	28.3
Q3	96
95-th percentile	946
Maximum	1126
Range	1181
Interquartile range (IQR)	86

Descriptive statistics

Standard deviation	308.3709509
Coefficient of variation (CV)	1.80614612
Kurtosis	1.893747581
Mean	170.7342211
Median Absolute Deviation (MAD)	26.32
Skewness	1.890757156
Sum	14532213.96
Variance	95092.64337
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9019	10.6%
28	764	0.9%
29	757	0.9%
27	750	0.9%
26	703	0.8%
24	697	0.8%
25	697	0.8%
31	630	0.7%
30	621	0.7%
22	604	0.7%
Other values (1910)	69874	82.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-55	2	< 0.1%
-25	2	< 0.1%
-24.8	1	< 0.1%
-3.5	1	< 0.1%
-3	1	< 0.1%

Value	Count	Frequency (%)
1126	1	< 0.1%
1113	1	< 0.1%
1100	1	< 0.1%
1097	1	< 0.1%
1073	1	< 0.1%

H16
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1894
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	164.9913335
Minimum	-55
Maximum	1074
Zeros	8958
Zeros (%)	10.5%
Memory size	665.0 KiB

Quantile statistics

Minimum	-55
5-th percentile	0
Q1	10.1
median	28
Q3	99
95-th percentile	944
Maximum	1074
Range	1129
Interquartile range (IQR)	88.9

Descriptive statistics

Standard deviation	299.6633098
Coefficient of variation (CV)	1.816236668
Kurtosis	2.156257223
Mean	164.9913335
Median Absolute Deviation (MAD)	25.97
Skewness	1.948001125
Sum	14043402.34
Variance	89798.09923
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8958	10.5%
23	782	0.9%
27	717	0.8%
25	713	0.8%
22	707	0.8%
26	703	0.8%
24	700	0.8%
28	694	0.8%
21	680	0.8%
30	647	0.8%
Other values (1884)	69815	82.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-55	3	< 0.1%
-25	3	< 0.1%
-3.2	1	< 0.1%
-2.8	1	< 0.1%
-2.7	1	< 0.1%

Value	Count	Frequency (%)
1074	1	< 0.1%
1068	1	< 0.1%
1032	1	< 0.1%
1023	1	< 0.1%
1022	1	< 0.1%

H17
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1864
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	155.9684796
Minimum	-55
Maximum	1018
Zeros	8944
Zeros (%)	10.5%
Memory size	665.0 KiB

Quantile statistics

Minimum	-55
5-th percentile	0
Q1	9.9
median	27.6
Q3	94
95-th percentile	942
Maximum	1018
Range	1073
Interquartile range (IQR)	84.1

Descriptive statistics

Standard deviation	287.1686095
Coefficient of variation (CV)	1.841196441
Kurtosis	2.650596941
Mean	155.9684796
Median Absolute Deviation (MAD)	25.52
Skewness	2.051588951
Sum	13275413.11
Variance	82465.81028
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8944	10.5%
21	817	1.0%
22	756	0.9%
23	728	0.9%
25	708	0.8%
20	699	0.8%
28	690	0.8%
27	662	0.8%
24	657	0.8%
29	651	0.8%
Other values (1854)	69804	82.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-55	1	< 0.1%
-41.8	1	< 0.1%
-27.2	1	< 0.1%
-25	1	< 0.1%
-15	1	< 0.1%

Value	Count	Frequency (%)
1018	1	< 0.1%
962	1	< 0.1%
961	2	< 0.1%
960	11	< 0.1%
959	30	< 0.1%

H18
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1738
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	144.5657306
Minimum	-3.5
Maximum	962
Zeros	8971
Zeros (%)	10.5%
Memory size	665.0 KiB

Quantile statistics

Minimum	-3.5
5-th percentile	0
Q1	8.8
median	27
Q3	84
95-th percentile	942
Maximum	962
Range	965.5
Interquartile range (IQR)	75.2

Descriptive statistics

Standard deviation	273.9796637
Coefficient of variation (CV)	1.895190945
Kurtosis	3.533076322
Mean	144.5657306
Median Absolute Deviation (MAD)	24.96
Skewness	2.229019012
Sum	12304856.73
Variance	75064.85614
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8971	10.5%
23	746	0.9%
24	741	0.9%
22	715	0.8%
19	712	0.8%
21	693	0.8%
17	684	0.8%
25	678	0.8%
20	677	0.8%
18	672	0.8%
Other values (1728)	69827	82.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3.5	1	< 0.1%
-3	1	< 0.1%
-2.9	1	< 0.1%
-2.8	1	< 0.1%
-1.6	1	< 0.1%

Value	Count	Frequency (%)
962	1	< 0.1%
961	2	< 0.1%
960	12	< 0.1%
959	30	< 0.1%
958	52	0.1%

H19
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1567
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	133.6705625
Minimum	-4.2
Maximum	963
Zeros	9638
Zeros (%)	11.3%
Memory size	665.0 KiB

Quantile statistics

Minimum	-4.2
5-th percentile	0
Q1	5
median	26
Q3	78
95-th percentile	942
Maximum	963
Range	967.2
Interquartile range (IQR)	73

Descriptive statistics

Standard deviation	264.4898623
Coefficient of variation (CV)	1.978669479
Kurtosis	4.597175484
Mean	133.6705625
Median Absolute Deviation (MAD)	24.38
Skewness	2.443141143
Sum	11377503.6
Variance	69954.88724
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9638	11.3%
1	887	1.0%
21	718	0.8%
24	695	0.8%
22	690	0.8%
23	678	0.8%
18	660	0.8%
19	644	0.8%
28	642	0.8%
25	638	0.7%
Other values (1557)	69226	81.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.2	1	< 0.1%
-3.9	1	< 0.1%
-3.7	1	< 0.1%
-3.4	1	< 0.1%
-3	1	< 0.1%

Value	Count	Frequency (%)
963	1	< 0.1%
961	5	< 0.1%
960	15	< 0.1%
959	36	< 0.1%
958	53	0.1%

H20
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1355
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	124.7169745
Minimum	-6.5
Maximum	963
Zeros	10515
Zeros (%)	12.4%
Memory size	665.0 KiB

Quantile statistics

Minimum	-6.5
5-th percentile	0
Q1	3
median	25
Q3	72
95-th percentile	942
Maximum	963
Range	969.5
Interquartile range (IQR)	69

Descriptive statistics

Standard deviation	259.9601756
Coefficient of variation (CV)	2.084400914
Kurtosis	5.426211471
Mean	124.7169745
Median Absolute Deviation (MAD)	23.85
Skewness	2.622394332
Sum	10615410
Variance	67579.29288
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10515	12.4%
1	1272	1.5%
21	627	0.7%
19	611	0.7%
25	610	0.7%
23	607	0.7%
20	603	0.7%
22	578	0.7%
27	576	0.7%
24	576	0.7%
Other values (1345)	68541	80.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-6.5	1	< 0.1%
-5.5	1	< 0.1%
-5.3	1	< 0.1%
-4.6	1	< 0.1%
-4.4	1	< 0.1%

Value	Count	Frequency (%)
963	1	< 0.1%
962	1	< 0.1%
961	8	< 0.1%
960	19	< 0.1%
959	40	< 0.1%

H21
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1274
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	118.5121847
Minimum	-7.8
Maximum	963
Zeros	11299
Zeros (%)	13.3%
Memory size	665.0 KiB

Quantile statistics

Minimum	-7.8
5-th percentile	0
Q1	2.22
median	23.3
Q3	64
95-th percentile	942
Maximum	963
Range	970.8
Interquartile range (IQR)	61.78

Descriptive statistics

Standard deviation	259.4985687
Coefficient of variation (CV)	2.189636192
Kurtosis	5.748996795
Mean	118.5121847
Median Absolute Deviation (MAD)	22.3
Skewness	2.703393711
Sum	10087283.11
Variance	67339.50715
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11299	13.3%
1	1669	2.0%
3	626	0.7%
22	575	0.7%
23	573	0.7%
21	572	0.7%
26	566	0.7%
25	561	0.7%
20	547	0.6%
28	546	0.6%
Other values (1264)	67582	79.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-7.8	1	< 0.1%
-6.9	1	< 0.1%
-6.4	1	< 0.1%
-5.8	1	< 0.1%
-5.3	1	< 0.1%

Value	Count	Frequency (%)
963	1	< 0.1%
962	4	< 0.1%
961	7	< 0.1%
960	24	< 0.1%
959	50	0.1%

H22
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1223
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	115.9862753
Minimum	-8.9
Maximum	963
Zeros	12549
Zeros (%)	14.7%
Memory size	665.0 KiB

Quantile statistics

Minimum	-8.9
5-th percentile	0
Q1	1.33
median	21
Q3	60
95-th percentile	942
Maximum	963
Range	971.9
Interquartile range (IQR)	58.67

Descriptive statistics

Standard deviation	260.2016279
Coefficient of variation (CV)	2.243382911
Kurtosis	5.774071724
Mean	115.9862753
Median Absolute Deviation (MAD)	20.35
Skewness	2.711662077
Sum	9872287.81
Variance	67704.88719
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12549	14.7%
1	2339	2.7%
3	988	1.2%
22	562	0.7%
28	546	0.6%
29	525	0.6%
26	498	0.6%
23	498	0.6%
20	495	0.6%
31	495	0.6%
Other values (1213)	65621	77.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-8.9	1	< 0.1%
-8.4	1	< 0.1%
-7.9	1	< 0.1%
-6.8	1	< 0.1%
-6.2	2	< 0.1%

Value	Count	Frequency (%)
963	3	< 0.1%
962	5	< 0.1%
961	10	< 0.1%
960	32	< 0.1%
959	52	0.1%

H23
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1211
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	115.4614524
Minimum	-9.8
Maximum	964
Zeros	13518
Zeros (%)	15.9%
Memory size	665.0 KiB

Quantile statistics

Minimum	-9.8
5-th percentile	0
Q1	1
median	20.8
Q3	62
95-th percentile	943
Maximum	964
Range	973.8
Interquartile range (IQR)	61

Descriptive statistics

Standard deviation	260.287468
Coefficient of variation (CV)	2.254323522
Kurtosis	5.79989435
Mean	115.4614524
Median Absolute Deviation (MAD)	20.5
Skewness	2.718353217
Sum	9827616.98
Variance	67749.566
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13518	15.9%
1	2609	3.1%
3	1154	1.4%
31	484	0.6%
32	483	0.6%
29	472	0.6%
28	470	0.6%
25	464	0.5%
22	462	0.5%
23	461	0.5%
Other values (1201)	64539	75.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-9.8	1	< 0.1%
-9.6	1	< 0.1%
-8.7	1	< 0.1%
-7.6	1	< 0.1%
-7.4	1	< 0.1%

Value	Count	Frequency (%)
964	1	< 0.1%
963	3	< 0.1%
962	6	< 0.1%
961	11	< 0.1%
960	38	< 0.1%

H24
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1219
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	114.6194547
Minimum	-11
Maximum	964
Zeros	13509
Zeros (%)	15.9%
Memory size	665.0 KiB

Quantile statistics

Minimum	-11
5-th percentile	0
Q1	1
median	20.2
Q3	63
95-th percentile	943
Maximum	964
Range	975
Interquartile range (IQR)	62

Descriptive statistics

Standard deviation	260.0589335
Coefficient of variation (CV)	2.26888999
Kurtosis	5.873753634
Mean	114.6194547
Median Absolute Deviation (MAD)	20.15
Skewness	2.735973359
Sum	9755949.51
Variance	67630.64891
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13509	15.9%
1	2576	3.0%
3	1158	1.4%
28	484	0.6%
33	457	0.5%
32	454	0.5%
940	447	0.5%
31	447	0.5%
941	443	0.5%
947	440	0.5%
Other values (1209)	64701	76.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-11	2	< 0.1%
-9.2	1	< 0.1%
-8.6	1	< 0.1%
-8.4	2	< 0.1%
-8.3	1	< 0.1%

Value	Count	Frequency (%)
964	3	< 0.1%
963	1	< 0.1%
962	7	< 0.1%
961	11	< 0.1%
960	44	0.1%

FECHA
Date

Distinct	941
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	665.0 KiB

Minimum	2019-01-01 00:00:00
Maximum	2021-09-30 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

CALLE
Categorical

HIGH CORRELATION

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	665.0 KiB

JMD Moratalaz	6966
Parque Juan Carlos I	6854
JMD Villaverde	6794
Centro Municipal de Acústica	6491
Casa de Campo	6481
Other values (21)	51530

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
JMD Moratalaz	6966	8.2%
Parque Juan Carlos I	6854	8.1%
JMD Villaverde	6794	8.0%
Centro Municipal de Acústica	6491	7.6%
Casa de Campo	6481	7.6%
JMD Hortaleza	6116	7.2%
Ensanche de Vallecas	6098	7.2%
Peñagrande	5373	6.3%
Plaza Elíptica	5311	6.2%
EDAR La China	2343	2.8%
Other values (16)	26289	30.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	28
Median length	14
Mean length	15.02108887
Min length	8

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	ESTACION	MAGNITUD	PUNTO_MUESTREO	ANO	MES	DIA	H01	H02	H03	H04	H05	H06	H07	H08	H09	H10	H11	H12	H13	H14	H15	H16	H17	H18	H19	H20	H21	H22	H23	H24	FECHA	CALLE
0	102	Wind Velocity(m/s)	28079102_81_98	2019	1	1	0.65	0.95	0.87	0.73	0.57	0.57	0.80	0.85	0.90	0.73	0.85	1.02	0.62	0.45	0.77	0.35	0.98	0.47	0.37	0.43	0.58	0.38	0.67	0.18	2019-01-01	JMD Moratalaz
1	106	Barometric Pressure(mb)	28079106_87_98	2019	1	1	960.00	960.00	960.00	960.00	960.00	959.00	959.00	960.00	959.00	960.00	960.00	960.00	960.00	959.00	959.00	959.00	959.00	959.00	959.00	959.00	960.00	959.00	959.00	960.00	2019-01-01	Centro Municipal de Acústica
2	106	Solar Radiation(W/m^2)	28079106_88_98	2019	1	1	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	6.00	122.00	275.00	349.00	417.00	429.00	379.00	282.00	149.00	23.00	0.00	0.00	0.00	0.00	0.00	0.00	2019-01-01	Centro Municipal de Acústica
3	106	Precipitation(l/m^2)	28079106_89_98	2019	1	1	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	2019-01-01	Centro Municipal de Acústica
4	107	Wind Velocity(m/s)	28079107_81_98	2019	1	1	0.45	0.35	0.28	0.40	0.30	0.37	0.52	0.33	0.35	0.57	0.58	0.42	0.52	0.28	0.35	0.38	0.38	0.27	0.00	0.00	0.00	0.30	0.40	0.02	2019-01-01	JMD Hortaleza
5	59	Wind Direction	28079059_82_98	2019	1	1	5.00	3.00	354.00	357.00	343.00	27.00	27.00	279.00	20.00	24.00	32.00	15.00	43.00	95.00	91.00	119.00	61.00	227.00	239.00	275.00	340.00	312.00	339.00	344.00	2019-01-01	Parque Juan Carlos I
6	107	Wind Direction	28079107_82_98	2019	1	1	41.00	14.00	31.00	39.00	15.00	36.00	21.00	25.00	22.00	32.00	28.00	59.00	13.00	36.00	4.00	62.00	146.00	206.00	31.00	14.00	53.00	33.00	23.00	15.00	2019-01-01	JMD Hortaleza
7	107	Temperature(ºC)	28079107_83_98	2019	1	1	4.00	3.20	2.90	2.40	1.20	1.20	0.80	0.70	0.90	2.50	4.80	7.90	9.80	12.30	13.60	14.20	14.40	10.80	7.80	6.70	6.40	5.60	4.20	3.30	2019-01-01	JMD Hortaleza
8	107	Relative Humidity(%)	28079107_86_98	2019	1	1	52.00	54.00	54.00	54.00	57.00	55.00	57.00	58.00	57.00	51.00	44.00	37.00	32.00	30.00	28.00	25.00	27.00	37.00	48.00	51.00	54.00	55.00	58.00	61.00	2019-01-01	JMD Hortaleza
9	107	Barometric Pressure(mb)	28079107_87_98	2019	1	1	949.00	949.00	948.00	949.00	948.00	948.00	948.00	948.00	949.00	949.00	949.00	949.00	949.00	949.00	948.00	948.00	948.00	948.00	948.00	948.00	949.00	949.00	948.00	948.00	2019-01-01	JMD Hortaleza

Last rows

	ESTACION	MAGNITUD	PUNTO_MUESTREO	ANO	MES	DIA	H01	H02	H03	H04	H05	H06	H07	H08	H09	H10	H11	H12	H13	H14	H15	H16	H17	H18	H19	H20	H21	H22	H23	H24	FECHA	CALLE
85106	107	Precipitation(l/m^2)	28079107_89_98	2021	9	30	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	2021-09-30	JMD Hortaleza
85107	103	Precipitation(l/m^2)	28079103_89_98	2021	9	30	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	2021-09-30	JMD Villaverde
85108	58	Temperature(ºC)	28079058_83_98	2021	9	30	14.00	16.00	15.10	14.20	13.00	12.40	13.90	13.70	13.20	14.00	17.60	19.80	23.30	24.50	25.00	23.80	24.90	26.20	24.70	23.50	20.30	17.70	16.10	14.90	2021-09-30	El Pardo
85109	104	Wind Velocity(m/s)	28079104_81_98	2021	9	30	0.65	0.43	0.65	0.77	0.77	0.57	0.63	0.35	0.33	0.38	0.52	0.53	0.65	0.93	0.70	0.78	0.65	0.60	0.30	0.03	0.00	0.00	0.03	0.02	2021-09-30	EDAR La China
85110	54	Wind Velocity(m/s)	28079054_81_98	2021	9	30	1.27	1.22	1.35	1.11	1.03	1.12	0.98	1.05	1.06	1.15	1.07	0.86	0.88	0.96	0.93	1.15	1.17	1.11	0.83	0.59	0.60	0.50	0.46	0.56	2021-09-30	Ensanche de Vallecas
85111	107	Solar Radiation(W/m^2)	28079107_88_98	2021	9	30	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	15.00	90.00	253.00	373.00	685.00	736.00	753.00	633.00	426.00	341.00	212.00	35.00	0.00	0.00	0.00	0.00	2021-09-30	JMD Hortaleza
85112	104	Wind Direction	28079104_82_98	2021	9	30	6.00	356.00	351.00	10.00	26.00	6.00	9.00	21.00	8.00	48.00	5.00	31.00	176.00	180.00	183.00	8.00	0.00	24.00	27.00	47.00	39.00	9.00	34.00	44.00	2021-09-30	EDAR La China
85113	35	Relative Humidity(%)	28079035_86_98	2021	9	30	46.00	53.00	57.00	59.00	60.00	60.00	60.00	60.00	60.00	58.00	57.00	56.00	56.00	52.00	46.00	38.00	38.00	37.00	39.00	40.00	40.00	44.00	48.00	53.00	2021-09-30	Plaza del Carmen
85114	108	Wind Velocity(m/s)	28079108_81_98	2021	9	30	1.77	1.48	1.15	1.00	1.03	1.27	1.22	1.03	1.17	1.12	1.05	1.10	0.92	0.97	0.85	1.05	0.85	0.73	0.68	0.38	0.38	0.42	0.53	0.30	2021-09-30	Peñagrande
85115	24	Wind Direction	28079024_82_98	2021	9	30	324.00	346.00	329.00	0.00	0.00	1.00	20.00	20.00	233.00	314.00	2.00	56.00	75.00	75.00	36.00	33.00	47.00	92.00	196.00	91.00	180.00	232.00	4.00	37.00	2021-09-30	Casa de Campo

Most frequent

	ESTACION	MAGNITUD	PUNTO_MUESTREO	ANO	MES	DIA	H01	H02	H03	H04	H05	H06	H07	H08	H09	H10	H11	H12	H13	H14	H15	H16	H17	H18	H19	H20	H21	H22	H23	H24	FECHA	CALLE	count
0	4	Temperature(ºC)	28079004_83_98	2019	9	1	23.3	22.3	21.4	20.6	20.6	20.2	18.5	18.2	19.0	20.3	24.3	27.0	29.2	31.0	31.8	32.8	31.7	30.0	29.9	29.6	29.2	28.2	26.9	25.1	2019-09-01	Plaza de España	2
1	4	Temperature(ºC)	28079004_83_98	2019	9	2	22.8	21.6	20.9	20.1	19.6	19.3	18.9	18.5	18.6	19.0	20.6	23.2	25.6	27.4	29.1	30.5	31.5	32.4	31.7	30.6	29.2	28.6	27.8	26.5	2019-09-02	Plaza de España	2
2	4	Temperature(ºC)	28079004_83_98	2019	9	3	24.6	23.4	22.5	21.7	21.0	20.5	20.2	19.9	20.4	21.3	23.7	25.8	27.2	28.7	30.7	32.2	32.9	33.9	33.7	32.3	30.5	29.4	28.5	27.3	2019-09-03	Plaza de España	2
3	4	Temperature(ºC)	28079004_83_98	2019	9	4	26.6	26.4	24.0	21.1	19.8	18.7	18.6	18.3	18.8	20.1	24.0	26.4	28.5	30.5	31.9	33.1	33.6	34.5	34.0	31.9	31.3	30.2	28.6	25.6	2019-09-04	Plaza de España	2
4	4	Temperature(ºC)	28079004_83_98	2019	9	5	23.7	22.5	21.5	20.4	19.5	19.0	18.2	17.7	17.4	17.8	19.1	20.8	22.6	24.2	25.9	26.4	26.8	27.5	26.9	25.5	24.6	22.8	21.0	18.8	2019-09-05	Plaza de España	2
5	4	Temperature(ºC)	28079004_83_98	2019	9	6	17.7	16.6	16.0	15.3	14.5	13.9	13.0	12.9	12.8	13.5	15.1	17.3	19.4	21.5	23.6	25.1	26.0	26.8	26.3	25.5	25.2	24.1	22.5	20.8	2019-09-06	Plaza de España	2
6	4	Temperature(ºC)	28079004_83_98	2019	9	7	19.3	18.1	17.0	15.9	15.6	15.3	15.1	15.1	15.2	15.7	16.9	19.3	21.8	24.2	25.8	26.8	28.8	29.4	28.8	27.3	26.7	26.2	24.2	22.4	2019-09-07	Plaza de España	2
7	4	Temperature(ºC)	28079004_83_98	2019	9	8	21.3	20.2	19.2	18.4	18.1	18.3	18.2	17.8	17.8	18.5	20.1	22.2	24.0	25.9	27.3	28.7	29.9	29.9	29.4	28.2	27.4	26.6	25.1	23.5	2019-09-08	Plaza de España	2
8	4	Temperature(ºC)	28079004_83_98	2019	9	9	21.8	20.5	19.7	18.5	17.4	16.4	15.4	15.2	15.0	16.2	20.3	23.2	25.7	28.1	29.2	29.7	29.8	29.9	28.4	27.4	26.4	25.2	23.7	22.9	2019-09-09	Plaza de España	2
9	4	Temperature(ºC)	28079004_83_98	2019	9	10	22.6	21.5	20.0	18.7	17.9	17.0	16.2	16.1	16.0	15.3	15.9	16.7	19.3	20.9	21.6	20.8	19.5	19.1	17.1	16.4	16.3	16.4	15.9	15.6	2019-09-10	Plaza de España	2

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent